{
 "cells": [
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   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<img align=\"left\" style=\"padding-right:10px;\" src=\"figures/PHydro-cover-small.png\">\n",
    "*This is the Jupyter notebook version of the [Python in Hydrology](http://www.greenteapress.com/pythonhydro/pythonhydro.html) by Sat Kumar Tomer.*\n",
    "*Source code is available at [code.google.com](https://code.google.com/archive/p/python-in-hydrology/source).*\n",
    "\n",
    "*The book is available under the [GNU Free Documentation License](http://www.gnu.org/copyleft/fdl.html). If you have comments, corrections or suggestions, please send email to satkumartomer@gmail.com.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Reading the Vector](06.06-Reading-the-Vector.ipynb) | [Contents](Index.ipynb) | [NDVI](06.08-NDVI.ipynb) >"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.7 过滤\n",
    "\n",
    "有源雷达数据受到散斑/噪声的影响。在我们从卫星数据中提取有有用的信息之前，我们需要从数据中移除/最小化这些散斑。这些过滤器本质上是试图去除高频信息。实际上这种高频信息不必是噪音。所以我们需要指定想要多少过滤器。过滤器的类型可以划分为两类:自适应和非自适应过滤器。自适应过滤器将图像中的权重调整到散斑级别，而非自适应过滤器在整个影像上均匀地应用相同的权重。在本节，我们将这两个类别的一个例子。我们将使用非自适应过滤器类的中值过滤器，而使用自适应过滤器类中的Wiener过滤器。\n",
    "\n",
    "我们可以从`scipy.signal`库中导入`metfilt2d`函数。首先，我们从硬盘中读取以tif格式存储的噪音数据。然后我们应用一个窗口大小为`3x3`的过滤器。图6.6显示了过滤后的影像。当我们将这个影像与原始影像比较，及与混杂了一些噪音的影像比较，我们可以看到过滤后的影像显示出更平滑的变化，但没有显示出接近原始图像的位置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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oofjdi7rDbKUvxyW1AIIx49y4EPs4u4keEF/CBdsYSyu2Xmr/GaNdZUADSez/OHEjXVM1tfGZ3Wu07XpayZlt5eouAEDfL1oAAKuv78UpG/1O+I2OWa6zNqAql1fo6PMTr2mpJH1OqnRi19s4W7GcoyQ99w03odJN/VU9n6w5wxHSATnG6PqdYxJnetjDmwxU+MvmbQAAq8jg1lK69+vW0DW9ProEALCnqxlDlXTv3BV0b2MhY78DwPXLyJluTRE5QV/lIQa6yJ7/iB8bqAUANIT052dsPvWX6rUdA+Q0Z+925HnXtjQPab97h+oxXUgJ04w7G4hkHNg/3oT/4M60igyGeS7iTxDd3tFJN7TkOS+c4/RSKW/TRDG9iGfvSOB/b/gdAOByFz2IvxyjNJK/OkTlSWsAJJmulpXQQ/96/6JzttHuoOmDw5ZGOE4PdOhMiWEbCwDffFLehU/RtCjto6ev9Uyd1tnlbjJxhgPsq3INP5A7q1C8mSj04Bkyo0oHXatICVy1sRUA8OYe8kv4WP0bAICvx1oAAB5rAomqiV/87q7C+TfdXXbtt7iBBoClS8jbs/Uk2YNDaf2ldaymgUhupynY+Eu18N1FJvhaL9lfk8voXoZidB1FPRk0PU736cz91I4Xi0mZuc7XhVr7mKFNTR6a5qFZX9Y+Rsey24zXuKm+A3eVHaTz2+g4yv/ndBJ4OkjVUn/USgIi0UHPVijr2LiDBs676mkgOxSk6w6O1kJNkUc204DzBzV0H14ZWIqZQZieqCZMmJgeJICEvLRfwTnR+nDcgd3t8zBU59OWxTnStrefpFzDMxx5m8nAETA6VPmXkQT93OUvaXPKXSyVf3yIpE75dpKgSQ8wchVJkk/M2w8AeLyTzKspXwai1Ki87QsU41wQ1boCMhzm6VU/SZZIHUndtH5puL+OCs/9+DBJuXs/RP+f/dct8N1MEnwkRHS/gpWCI4ercF/lPgBAzwukDHTdaWzrntF5KK0j5Z9mXlT/5bmvAwB8dqMyVaToOl56ezVWrCJW11xKDKQLZXn7Ly2m2KEryjoAAI9LCpJJHCtDEXun1jxPE4VtLrqO7uoyfKJxGwBgLTPHW7wk5VEOdKeo7SNV1Il7wy0AgLKsCG3lZaoQ5hfz3/pu0xwOFfOo2mdsc7xE4N55pHSN836tw3rMU6KE+uDBK3YY9usaKIcjOn0GITG3kwVNBXNiADFh4t0K04w7C7CELfDtdaOziRRS6fIkig8SY2jsyp/TZxw8v66n5i+8kSJGvRZdev7D7rsAAL59Si1G81jl6gzozGPkjC5J37PC6HTU1mNM7RAFYGPnKqUCTQ9yTEZ1HMsazgIAuvaSOVXpQAAgVUy/nzhL+pixBdR+peC1xNLYWEa6hP4jpPP5xv1UeP7zj/4Fqu43luz97cgGatN7aHkiY0VdMf12/pKkbvwB2tZRHtP2Ky/OURA3Av59k9fItkQt6A7QMeeXkb6g+T3U7yd2t+D0XlIorLmZdCcr3PT92BoS97d3fxZFHOiumEhsOzGC4xvs+PfULQCAliI69sert9E2UtfPqPt7hY+ia5UCsj1RhV2RhQCA0xG6joEosZajvXUof46eAd05n58FZhbV93dpa1pDFPAz1kn6LWuNhGzU+y4b9jY3ZqIDlTAdyUyYMDFtzO10hVPBnBhAhAQsCaB+uzKrWiHSRj2HcruWAvAvJanUdB9JwNUlJO1ORmvxTCdp9l3HjWbMZBHtH1qQQk0tzeEHeoh51L1B685eLbHQRTqHthgxj7I3iF2MXl0gqpUhy0kXIQCc6CUTIerY7TpEPEVkgJaNlNDm+AmyYzqqaZsfvH49tflGK57qJie5CDuXfe4YUYhovdB+D99N64Z7WwAAiyoo4qz7ZwvQ9KF2Q9tsVurT8uIw/OOFM2s1FQXQdL3RxNvkJivI2HLqx469jYicZIe7K4klOFTorUXCPUCS9DfPk7kdt/OBWPfzR5vfxm9ipI8qZscwkaLrLzriRGeQ+q2jiCw0fWFiAEJI3FB10tC2sZTx3sYzNjzTRvc9EeXERn5idfOeS8EWJsajrHaDG2n/P37wBQBAKO3SrCFv7yW9jDVK15N2Z7Cqkcravj3aAgBoPUssRwCae3+05vwHApOBzBIsScB3Nq3HNgg9FiNj5xiFebrPxKJ7yca/uGgo+zDYN9qE+EEaFBzMOpWOKriIHvaaFr82cOSiqGlcGzhe7aYHKcgDx/VL6ZyvtS5GboaA8h0cjn9NHBaezjStpRQoHZ08BUpmpc/jqN1kKb3c9oB6WCWGOtk7le/McBe9tG47MNxNv701NAUJD9CA4KrR6zb3BunFG76Wju1gpW7etAXAyH6etqwDhg8ZpzCjPNhlo4T1mp1LqY0LOenT6svb0PEomcJ93XQTnx2lTDuZ9+sv1n03UJKlZwI0yLiGOIPlsITnLMfXJGkAOFtHU6Lx5SnNlDxRukRb0IoiHje9LINKOkhRbo2mtYGj9zoaOJpvornUAk4r8EjPtTjzFp3Py6Z1NUYt39QJC5/49AgNbskhWmmzS6RKuJ+Hp+eRajIQEyZMTAtSCiRnnFPk4mJOtD5jB0K1VmIhAGIlFoSaaGSuv44k4ZVF5OBU7gjDymnrlAZ73yi5dra93QyVk0ilprNuIGq+ppz2j6VtGGDzY+VbdPn9t3JqvoZ2jXnEDpO0l9VGuiFjVsy/ipRuJ7tJ4eafOC8OrKMkUd2DAqfttH3pCZJWgbU09fGcpf/2O4YQepMYS7SBzuvtpDa6rx0GdpIErFxoZCAqL4V/fRro4fSOjcYpSYU7ggp2YDv5ZgsAPX+pf0811t1gnCbsaZsHAPCVcO6TxijG2E/TvocibTO3UJ9ahMT4NUT5incQ41FJkp98geJmVl9zCvO9tH3JVWTqHXuT+sMWAYqYuTjG6Lp9/Gh6ByxIO+hZcA8Z70W8lJMyZ6XlsHFzY+Xq0bYhsJCek9V3knfyljKiUkMp2rH3uXmo6KZnKsjPXZwTMVmyaE80bAzxVuwDgJbT9XxA+UBMBmLChIlpwcxINqu48WvkqDOS8KEjXD7hdop5HByluXHHdpKWWRkRNeaxqZ7mu0Mx0ua1tteh5AixgmF2Tb7rMjLdbu9doDEP12W0/1W1xIC2HVxG5/Db0L6L5st2VYIgpUsRi9G3S4sXCS1NwNdKEixHB4hQM0k5e9QJG+tuWhaTSBtpo2v0OhKI8bG7TpHkVrk/Or1koBSeFIr2EgOIVOnmTwCaMhMAvCtJQRo5pOuCDnQ3Gja3niVdjsqe5iuJIqo2OU707tAu0nus3XQKa5spBuXANUTHSl+ldqjsZQfmNWK0mvZbWEJM5P/5059r5/vD1/8CAFD3DGcLO8/3SunKRluoL5PMHKvqxrC6lM6nFMP9SbrHjz9GymtHGIhW0AnDK4l5rGghHVZKWnD0FF24iHOj+HbXLRzC2eOTm78nAylRTQZiwoSJacJ0JJsFlFSFcNdD27X5ZoUjhAoHyb5dIy0AgNPjNP/3h5sRPUESxNdB+1cNEBUYWWnVmMcNTWQ1iXJyzIOnSDK6Ox1IqBi4nGjc2BE9L0iRiyRRNvMAKIGyvZiowPwaskK0ttflXdPgqw2G/+4Off4cWkr72/zEEuwLSExHR9zAEmJFwXaSbOx7hq5TNbAXM1Nh5pFspjYq1hHckO/w1FRG/VEoo1qiRtcpKL7y3mXk3v9YgoIQS98iJhK8LoPl7CR3ZIQYnyXGOqgDC7FpPelQrmjpAAC8fUMLHfcU601OeqAKpgx52JzM3bbSYcPPr30EAPDUanLu64gQq0pkrDjcRw6GubHEiYAe4LdlDek3qp1BwzadEZ3JdkeJcbX+jO6pQaNxK5mmV5Uaz3K0qw42vveZeurflc1k9RqJeiDyU85OGaYruwkTJmYEMx/ILGBsyIdnHr4W93z8NW3ZL357fcFtvX0SubmwwzWcc+JyP+5pIX3GUx3kkBU6zn4VYfa98Eqsu8ZocXjpxfXa76rLSffQXMSOVKdrc85mA1gidbaSJFY51WONOQoQGOfyKiJ+QQuF7Hf5iaXUlZL7eVd7kcZGip6kq1z1V1T0as9jqxFczNm9/HRQt5cYSKySDuxwJTG+mk/IhZqySwQ6bBOH+ieDJI8fP8GFoQZzcp30urVM7/OXkwQ+c5wohGvQigPPUy7TtbdTbtP/9/JfAwC+gj+kNp9yo3SrUv7Q95/gowCAv1/5u7z2tHhIb+G0pLC+pNuwTuXEHUuyP4bIaFnOyrm0oD9FLCeUdOLMCLEQy1tEPev20zb9V9M289/TDhubpFKcg7c/SK7wJW+6EGyh8/qKjAyvv7V6Rq+/lEByCmVD5jLmxACi8OrfXg0AiBdbUT1O9HpoDTWxZg9T+ya9yfZ7yRFI5aAAgIMBUngl36SHRr0GKsmymKdHbe4+1QJAp7Jpt9QGjq4gDTy5FNXpF3CMcyxFYX80AEBkgXEwcXc4EK+kg3Uc4SQ0DqNnVMYusbqOlHf7l1Cuie0dFBOTnpdB4yIaePoPGgc1sZSme/GgE86iuPYb0KcwUgoMRybIxZiF2nKOt+Hv5Cp+wI9U4+QAJ4ou55wbjdTv6cFSeHvpWtRAsu8yug82O93H5OIowjxweHtoW9vzNGX8++c/rJ1/jM3BdZV0jlvqjImhCiElLdpgor7f6moBAMRH3Fj0GD07Z7kahBo4bnj/bu0YPRFqixo4wmwyRwXgWTpqON/Rbn3K6llI7Uwv5AXfPmdzNdAUZnYGECHEDwDcDWBQSplXJk8IIQB8E8CdACIAPiql3Je73fni0h7+TJi4xJHmeJhzfaaAH0IPICiEOwAs5s9DAL4z48ZjjjGQyZD8a86UVTSKNcVkWj04TlIukiIO0Rkog3yZmIe6MOVQtuUefbAdjpMEsrISM+0iiXjFplZtm8SjZCqV52Oly7rPdg9JvWSYzhFtTMFZTl5OyT46f8sqdnc/TIzk6k3H8MZOyp4FH7OTfroAa10EZ0eJutetIWWmYiKOhRyBWxSHkzOnLVhA/eWP5rMO/zBPArOVyKzM6+4l5aVlnHqweimxPNs8vbavP0zHtHHRLdtGP+KsrFRV61KH6RyZy4ilzK8dBpg4tXMeFEuMzlnUAVh4dlX9LOdtsVH/P4sa7bwTOW3aI1KLrI3UcZyNWlmTQtsfsWmY2dCnrn3ZsP+2kSU4tqcFAPLKYtg36uwjOGa0v1sq9fioSDi/ONi5MJtmXCnl60KIlkk2uRfAj6WUEsBOIUSpEKJOStk/yT7nxCUzgJgw8fuH85rCVAoh9mT9f5gL1E8VDTCqxHp42e/PAPLpf3kMAPB3x+6CKh7psU6s+FNlAjqP0Zy0+HR+lfXEWlKYKRPxi6eXoXgrr+TCTMs2kIHRa0tgx3OUvLiItw8tJ12Gq0s3+qW8HPiVYzX1nnIgvJi2r6+guXFnmObSin0AgL2e2tTgJf3EGRu1f2dnCzIuDrAro4On+3UGkZlA4aYibtX3O4GG8jFEONBt8IQxR0rxggDkNXQt8ROkqHSooLQ28mDrBtBUQdt86pbnAQCPnGCd12IgMkSsrPb12ZlVezaQib3Kkcxb9609VJMYY3Q9lhTgYMV0opz68JO3UxvtIo1/3XmbYX+LXX8mFfMoeiPHO3CKOA9X9mEp5cZpnYRQ6EQThCdOHdO+W0KIJiHEq0KI40KIo0KIT/PyciHES0KIU/w9iarRhIl3Lygru5jSZxbQA60eAADKjd8304POhIGkAHxOSrlPCFEEYK8Q4iUAHwXwipTy60KILwH4EoAvTnagtEcisC5fUgC6A5R/gNjG2WA13ioilXftVm4+V2MYX5RB5SKa+zf7jA5Fz75FuTltYQv8l5GUWbG6y7CNYh8A4L+V6UXc6IAVa07AxZYOTQ4dpfm+tOQP6PWN5KA0Mu5FnEstKDayYw9ZLFQ5iOSoS2MeCqKG/mezj55+do6qNlp6LEJqc+ruZ1sAAOGmAgzOU2BZjijJFJO+YLCV2EbpQj9KuciWLKN7Ze8hVhY5XIZ77txJO5JlG891kC5H4227StCxhvry2wNbaJ2TjnN9cxuO+IiFORfn5EoAUOKlA5z4AAAgAElEQVSg/qpwFi61sdyrs/AXB1cY1oUSujla6zdmHq5BuuhYdQaWDcQYP7yQHOl+20vPy/DWehTzLRlfQe1VZTBlBrB35ZeYmCokBFKZC1Yb9ykAnxRCPAZ6Y8Zmqv8AZjCA8Mn7+XdQCHEcNKe6F8AW3uxHALbhHAOINSJQut+OLwQ/qC1zDbFvR4BeLk+pisiUGOHCaIN30ovs89Eddtn1h+9siF7qwCGaQmhKVW8mb+Bo2zZf+51cHDWss59lRSubXNXgAQDJTqLd2VEnzl7OZ9FLL0TFFeRXIo4Waf4i6GclZmX+i1xeTFpI/zgrT3lakhhzwurjF7ebXstkEw0gFqEPXON9dOys0BcNKkGyGDfe9kxxCsvnkzA6yakJS5bSwJcs52qBaatW10XGaFnKS+ctPmXB1v+mmxK/nRS6qzhHydkwJ3O+KYzR50hZrDJPqiqAb2A9Su6c8bNswHicervvVJXmMVvOOvIAV2OIL6N7XVQUQ5mHfr86QPVohrdSW60xIJ2jH5UsVBwDM9cAzFY0rhDiUdB7VymE6AHwNfCjKaX8b1Cx+zsBnAaZcT82G+edFR0Ia3/XAdgFoEaNbFLKfiHE9KONTJj4PcYsW2E+cI71EsBfzcrJsjDjAUQI4QPwBIDPSCnHyV9lSvs9BLJHw+6bupokcnsQNR5iHNVeMi0OhkneRhJZBZK20TGrbieTp7pR84v9ODNOVHb8dTIRKvauqtoBgKXTKHZWXXMaAHB8IMuJq45EabJfp7G2iPH6o0+yGbIaiNUSQ3Kd5ap71XS+4ueJyYzfHobLRtvUsyNX/6hejsHaZlTUybhx3hE4q/vohubTcURWpLCaKrmGjLQ5WgzUuHnKt4HY2UDIyGFCAY/GPFT2rQQzqEi9QPHaEW4T3YPOcep/Z5YSvOg2uhfBF7gPs3S+A28bneMsnLXN6QcCIWq3iqUJs6k27aHl27BW3zFnFmmH7gGsmAc4psXtJgaXzlgwHKJ74HuC+tDOj2TSB2y+j4pWvXzQOD1K1KRgC3Bi7Lrp6SMv9ZSGM2q9EMIOGjx+JqX8NS8eEELU8fo6AIOF9pVSPiyl3Cil3GhzF87VacLE7zUkBdNN5TNXMW0Gwq6x3wdwXEr5b1mrngLwEQBf5+8nz3UsKWg+/KnbyHR2ubsdLwYpluX1Qco5MTBGkqGmJIioMifmMA+xrQxyCzn++Jh5eOxG5eyZ8XKc7eQE//NyFHZBO6xhrvzuJInywI1vAgBOBIlJFHl0Jac/Qee/c8tebdkfltHvj734ZwAA5yh1sWIf2b+N+a14HRfUUkxkKshmHjZO4pzy5etXHAGjvFAJgW0j9rxtQweoj5ycF8VXGkFwhAZ6kTY+NpalIeRiPEIMLnVcZ1AqLKCSmciW2lPaOn+Sjv3K8+vyjjUTZPIvTUMsqt8B0UPttd5P16vyvU4VqpDY+eDdnpHsagAfBnBYCHGAl30FNHD8UgjxIIAuAPfPrIkmTPz+Yi6zi6lgJlaYHSjsnAIAN53PsYTUc2hOhOgYSYjuM7mxuEDlSnK3Tt88DEeO5FbOT+pGaewj+/xZugTlLr12XRsAnXmEk7qewx8oZOMgvBlebPg/vmQSJnGSdR8L+NxnvMBqssL07iMrzvLNVLqi78X5WPSnZEZQ+gWFs1352dsUE8l+PlUmNFuB6fr2N6gswpL1pANJzSemlQpRv9vOuIB6400qO6B0KT6E+I6X+owlJv3IL6nZN8B5V3IDnQGUbRjKX8hIprn4OrM0dXYpBeIn6TyWAt2dl7Oj16jfkg06q1TMo++75CoQaspibQvyH9KiZWStkh35z9W5IAGkzGhcEyZMTAdmQqFZxrefuQMAsRE1d01VnIOaAGgpISnQNlqJRMp4SSosu+GG7rz9ciGdGVjY12I0Tn4YDo7ySmQ5/IgcCfaad9GEx6xsojn1cHep9nt8//lLK8CYITwbtc10/ZdX6f4tz20lr2flImKNCv0PQ1knZBYlObmP/EBQQxampmrSKXWjTHOqi3PekzjnSLU40shw+oDBGGfvStK2l11LDOpIR31eu5//r2sAALEq/SUKL6Jj19Tn5h+bGlzDfKysGkNRLuAlJ/DZemDFXvyqh9zqg0m6t0kfHafqpl5tO+XA37Mv61oKsKjzwbtZB3JhwN6dLh97XRZnOXJxtfW925fm7Va6isyKCS7etL6cBpC2VP6DrJ3Kpw9WaaaWuSmColmmYhsnKVIV22wRAcdaeuE81Uavydz/AJCoyld0Dh/jPBT8Uh/b3QIAyKzPYOcBcnKqWXBuBV/NanJgO3tYj2bVpjAqYraU+L6qnpcNGSAFY9eYvr961FesNDriHe+e3lukEvXYCziYBqP6lDHaQ9PWnPEP7majt/FEyMwzevfeufQIAH2Q7YqWa7E7CmGuDFgMoKOtxrAOJXTfPnWNHtX7k0kj6SeAfBfrQEyYMDEzmFnZZwnSCiTzdW0TIh5hsy1LaVUqMhuba4k6P3uCFIyuSbS0kyXGVUxkNELiO5MRyNiy+DGg/z/HwzByhpWfpTOLmh3yF+6sl8NLUZ6jxHQPqTYCqr3xOmNfpH1puPo5MpUJXrRh4ijoqUDlE3FZ6Vxi1AGRPPfLYh+mdkQSWaVAJ9j2Si7ZsdLXh0fSNAUZL6b7pJz1DG3KiewWzTr1yUwQ0qJynhTCd565TZsqTaxWnxzmAGLChIlpQUJoAupSxZwYQKQA0g5g6RUdAKjquyVnwnuMXchl1oidcWf4W9+u7lW6IX1XlyAbR8fzSy/kYShLDFUV3sRikfDMJzfzyBliAo4xOqdIAcndxDLSq8m5ajzFjl29Hk2SSvuM0zBMiMmOrJiHcJEkVq7pin0AQLL43G1TSYq1c2ZE3m97kL73tHMJiEnYhzU7frF0ws3OCyrLHABYc5JJ7xs21iLtGC9Hit3ilUu/Urm3HWnIY0DSyaxkFm6jqUQ1YcLEtCBNJeo7g0TGpoVjDwRIA5+Mst5j1K5Lcnf+/DTYTGxA5UmtOMSWkg30v6RpLG+f8fZ8sReIGk21mSwpG+s0OrMJdl4SGb2MQ2LcOKkuRFSVTmD16g4AwKFDLRAc6JUeof2tFZyyYK8H3pvJsjKRDgQARkNkfo6dJSc1V1YzPGc4P+tyksi+0/l+3lyHC7Ygt5ilbLaDViJE59fMv5UJWNllP1PJKQYK6KVyMZFZNRve2jDcnFUsnTEec/8g5VZ9s3t+3n7ZSPj5XvLug5MwB5WNP1msP1tKR2aN8gHC7KRnAVKlqvLX9F4laQ4gM4clBbimGHpgq49gXWOPYdmuw/l+GMdbuZ7pBq52N8kxnSP5r3e0ht48t4deYJWXo9wTRZe9sMpMWoDq6ymvhoqizR1IAMDJ0azzt3QAANpHaUrgaxpHNDJxgpoyF3H9wcHC86uy5frg2GflgaSGpytWCXcv3W7LEI0SarBIlGVgSZz/g5wd6avyt0TYCu1gNw5ldM/U6Ob3tS00QTi4T9VCEJqJ1s0xJfYxjiGKFEEZYSU/rSolpMdFg5WUgPMtGtRVdIuqPph25I8WRd78Cn55qIpzywA5UviepErTaFlIg3rgUEPBbSaH6UhmwoSJGcBkILOIhxqoMt3zgdU4Ei+s9EwEnNh/yug45hvTb0JoIXHt5UuNLOXEoWbttywmSlxaTpIsupCkjbvt3OnpgvH8GNpYLUl5xSyAfOaRKUoDNmIxMbbmHu+gaywqM5pezxdOTgg8+katxjhgVd6X+RJYMYdkkb4u3WiUypkI5ywZoe94Vu4L7byj3O+jLjTf1gEAWFtK/X6gmRhg24552vYpPp+L79F7r+c0iNcDhwPk4Nc2WGlsbPe5i2EBgPNmiqHxOoiVrCyliN8ritrwtW1/aNjW30NT1uKTdD1BAI139hq2aagiCtU7VDqpmb/PT1Rnaq00wvQDMWHCxPTBSZUvZcypAeRzv/mI9ruUSqzC4zV2cMYGxCpJkiWqOMPXKj0fRRMn/tV0IDlZu6RbN+kF/KRozGYeyRVGNqB0EsVF52YJ8co0ulrJ7dnFbOSyWyiC9rRfl6yjIxO7HSmdS6SPFH81nJksEpm4bECcSxE4/RY0L6E5eWcbZZK0l+q6hxT/ln05mc2q47DajGLWWkySPNvl7Kv3/sqwzT88RZkaRBo4vZOYhn8NyeJyN/XXVbeQ23g8bcOu3cQc1Xfrcf3eKrf2ZA2d0eHNrzOs0FLpN/z3W/Pl/9EAmf23di6GLWDU1maYbYU30rlc7gTqPOOGbXadoQb59rgR2sh25i6jYt3utwIqc1l+kPg5IWFOYUyYMDFtmErUWYG0AolSIFVJEsHmSoFrZGPDPArc8lp1ibT14HLD/rEjNKe1BwWUbKq5njIpOth9OcHlIQZ6yoAksRJvO5kxw0tJMntbnXAeMkoz59VG89DomQL5W/kZyNaBKOw+SSbGssqJA78sW+mYy953Aid+sQwAsPF9VFT6+C/p/xUfPYi3f05lJ6puo2uLvEIsw3OTnjVSZTSrmUc94R8jljWvWpfaHZJsUrKfJKoYdAL1xmz0yXGjrmfLmhN4NUD9vuN1Y+3meVfo+qZgnBhb+3ZiJG0qONYGfPW+J6j9NpL2/7KCAtD69ur6LvsA3ZPK/WwxSkpEK+l+pR10sIFTdGwVsZ0oBZI+YlDeNcbs7je3tAIt9FvlH33+pDG3aTTiwKEBzsL+Ouk0rryfKPDRPctR9pqReYyz1Vgs1F3h7VOL68uDfOd8Ci8I5sQAUhA9RLP3txsVptaYgDcnrEWFpSfWhvXq8gzDwMEoruYpD+eL9+7MHxRUWHl4wOhzkS0vcr0rk8UZZNhsKL00cFXVkGk1ldanUmUVdP6yb9JU5s//76MAgP+19158+MFtAICfHL0CAHDDBymh7+svrkbxLTSYje4lM27xDfQ/O/2hGkAGzhp9WzoH85MOZSPD05q0N2cqwyket7+xEtdefRQA8NV7aCqjpjAdextRsYqUmEVOnjJtpP9DfuL21m4X/v277zUc2xbhejhX6jf01lV0DuvN+W+W20L3pDtK98tr04XKzWXHAABNdorC3hdtAQA8fPwaJBP8mHfRNdrZnyPBJTzcngRKuKzDvPvJDH/0VzRYZodQBbiSYaaKzxuf+etjTmFMmDAxLUhpDiCzApEmxyPn28oz0o5wo3EbFdvguWwUlT5jAgklXa3HvfDHibInSmj78rUkCdct69C2b2OFZroA81BQiYbzEhplz1IKBPg2LqHpRCwnsdHocBHWLCQHqrMPEwdu+EeSml/dey8AYjeKeShsfYOSS4sFMfhPlmu/AWj/HSvonOmMRUv7V15FTMw/RAxqXrUfPduNMSDJonNHBaeLdaXztkM0ndoG+rY1ktRuqRlBxwBNi4YGcsyw7JD1FZ6+AMAPu64CAIyEabpY//MiOMfoPEdKVgMAIlUcQ1TAPuoco3sbWErfpScEToQpJaNrlI4TK6P97dUWRJcSQ7M1U3vrq41KWEC/X8d/zsyDl6/80DF0cBkQHDWWOBIWiXXzOM/MziX5DZ0CTB2ICRMmpo1MxhxAZg0f+9Sz2u/vtlK6u+Qxow4ieKoUQQ7ZrORc8NYFJC+kFVhwZzsAYEMpKV/74qQUG4qRvqEty5z68Q8/AwDYPkqu8LuPLNTWKUcsleNDJPLd3VXpBwVLfOKHoapmDEfepuzJ6etJIg4cJv2OLSsTmjpCeogVd4rxZACR5Q4OAOVLSJLGHyfT8U1/9RZ+ub9wAfezzzcB0ym/o2JarFJvHF92Kkgs7XSwFrYiuoaHbn4FAPDIIbp/Skn49y/dpx3S20gax4YS0g/N+/wZ/HX1VgDAtghJ8peGSNF5uKtej/Ydp/PFOD7I4aB+9FfrCt9/uJKqiLTYiXn+YPA6vN5uDHVoP0kmXvuYTicXbaLcInd8fKth25+1Xo74WaZBrN8SWTWQ93cSqzuPdDYaJIQ5hTFhwsT0cYkbYSDkHLAjeaqb5OIHPouqg7qzVtql5sBsRbk8y02cHafK5lH+0YVlpHnPSIEE12U48YYxQlOVpqxyheCzkgR78RdUEDq0gCTZvAWD6OwkC4fNbxxb074C+oIioxKkudavZS7Lw7YyBNfSeVUwm9LmCw7Us2S5nWfOEgNREauiXGcfgslQhtlBXTW5Xad+VoPUA9QXgUA+3XC0FW6bLasulCok7d1kNF8P95fkPe0Wj279yYTZ7BqhBotqNo1z4Noja36MBw+Qo2BogNigyiRXtw1IFNFFpVy0bOzKAgFvzEBcdaQDi/XTNdrCFq1MZjERUEOkb9pJx0xtIcajonsXl+klJAIJ6pvWA3rIAwA4GsOw2421IsIh3azr8dJ12l4iVnzo25/dK6UsTANz4FrYIJu/8YmpbIpT7/3bKR/3QsJkICZMXExcfPk9I8ypAeQbP/2u9vsyB0mbX4VIu/+tMzcAAAYO1Gi5KsJcHuGQJL1GojSDVWs7AACrr6WyiRVOo8Vm33fWIlFCEqmEy1+q3GWd7dVw9RfukuyC1OEWtkyMG/NpdIaNWnoAsMSorVvefwivniCdh+ZHMAkmy5WRycm1Mf4yzelv/cxO/O7FK2lhY74Ej7fE85YBgO1IfhChKoehULlpWJPYb++k60irXCHeFG5eSxalt/tJgofDJKXtz5Bkfn/3J7VMbOUNxJjml5IOJ7TcCZ+d2nZ8kPQ5iivFIg5gmNrnHGbqxX5ntnCWXop/Rm4n/coj63+srfrB4HUAgJ4wtcUfJZ2Gch5LtBZrVr7mVeSINsb5YKJxB0LdRg2Hr4ksXFIKZHbPLIXapa4DmfNTGIVYBb2sI6uElsciVUVU9NEbaOD5197bkOL6LYcO0BSm5BQ9WWNL6KW/+6p9Wkq7vrNGM67Lp79g8rDxoYnV6TTWUcDjFAASFWltwMiFr9OiTWEU1NTFw+eNhJxorqWXqvsAPdyexfSyRVtLkSqia7AVKMNAywXu/oO3AAC/Pro2b73rGL2WtpywntC8/OmZUtAqRN7QB5TL7j5hWLf7zDzIMaPnalEDvWQ3N1Es0La+RfD30sumpi7FJ9jUGtafweHLcxIfe1Nwuuk+VxSRMFhQYpxe7dhj9EwGgNKjdB+qd49jaCNXrXvPiGGbuiLd6TCYoEGq6wiNTipiueQUkLzTWKMmcUgfNOyX0bRIDSQn/s/5TWEa/+kvprIp2t73VXMKY8KECR1SAvLdnlRZCGEFsAdAr5TybiHEfACPASgHsA/Ah6WU5+bsAD7yg98BAC5z9mI3uyI/WELTjO+PEU3fOb4QLx9hicORtn/yi08CAFIeCSdnq1q9lso6eDbSqSudpCl8+s31cI6wBJ9Pkj+beUSH2GRXq/IUTqXlOjIuozRXOSc2vv8QXtvOTmEN5NCU9pPUC2dJ795uYh5Nl5NL9eCrlOnKfcUogn2FQz5tIWrk0pvasOvvLgcAVH0831kqworJUNCVt07k5A0JHDHmcFt4S6f2+9Cz5EimJWB2Sty0+TAAYJGHnNq++/qNAIBtz9GUKlYu4NlI0trFSsyv3fo0AKAzUYVf9xFj8g+Q05ZiNGLEAQSovSOg6++rzM/IphSrdk6gfNUm0qZ+4Atv4VSCnp0XR8jZzM9VB/uDxEzGjlQgzSZ5e4NxyhueB/ieJnaRKKZ+brpLr3J4up2OXTq9QnqXfCzMbAx/nwZwPOv/PwP4dynlYgCjAB6chXOYMPH7CTnFzxzFjHQgQohGAD8C8H8AfBbAewAMAaiVUqaEEJsB/G8p5W2THUfpQOp/Q1IjtkLPLxmuI91HYDGNdfHGBCwOkjI3LjkJANhU3AYA+N3gGrQOkiIzNkzz/aqdxDaGNxAzeP+1b+GxgySlnWeIAcSZiVRUBlHlzbJpAmgfys+majlYmAlEF+UrKec10Lw7+UgNBq6YYLzmhKAiJdCwnpV4TxETSd9MpurgqAcWztmRSfFxonRtSieSrQN54k2jS7w6fsHTV+crXMtLjJJ49HClVqph9Z2kA9l1lBzvlOkW0EtWNC8eMOw/FPRqQW32Q2R+tauuzmpWsIVN2im9aJf6bZtPO8yrMLKrk0dz4h4AeLuoTY3P+dF/A7Ea+22kO6nw0LU5sgpNnRwgVpPqNOZqsc0LwckOa9VFdP72g/R8ZorSWLOEHBYPniTlcdeffXHKugrngkZZ/w9/NZVN0fHHX5mTOpCZMpD/APAFaFZ4VAAISCmVxrEHQMFss0KIh4QQe4QQe1LRAsVRTZh4N+ASZyDT1oEIIe4GMCil3CuE2KIWF9i04OVLKR8G8DBADAQAPrhtNwDgZEyfYzY7jJrz/3v6OgQ4x8XL+2lO+0bPGm19rIGzlFWSnqHxQdKhWEJkrH3qsWu0/JXKaaoiK1fHUJgkkGIiC6ro/NlMJNeFfTIMbicmcdeX38Kb/0SsYODKwkwg7csg+DhZAdb/6SEAwM6nKLis9Eo/onE2GyurK/uKpUtJ2i5t6Mezv9oMAJCL89VOYrzw7bZ06Q5myTLqv6Gg0Ty59Aq9oLbSgdhYB5IqS2kpEso4LL6zi6w2pfs4A3wNgCUsKFgX8v+tfQwAcCzWiK44sYRfHyNdSGZQNy2rkHrlUt7K7FIxKntAl4MrryeHQcd6Yhcf/fgb+OEAlb0MxGm/ngDrNE6SDkQkAclda1tgZKAAEGfmpJjHgjV6/lTFPEr30wG6cB54l0fjXg3gHiHEnQBcoHCA/wBQKoSwMQtpBNA31QM+8hk9+a1jnJ6aX91IDw07mCK5IKoNU395DcVdlFvpwfznA7cBAXrwBE8zhg/TQzOymV6yiusHcX0dPWRP/5KiQpWJ0nP1cN4URuGPl+3Wfv/0xA0TXkNNTU7dGS7s/uJPNuPWL9P04sUf00ueupa2TZxSJmOJ0dVE5rSkSfOoHyJ+rzaFcXlocEjwgLKumQbcnv9ajJs+T+18euf6Cds4KfiB9tUY+6HrFT058qo7Wg3rWoerMT5IA2+EX06UU7s999AA7gEwNEr3JHGarvdzr308//w8hbFxzo6UWyLl5hwrqhYyp6W0cB1dkRFg52K0PreY96f//7arCeEmegbCNTzQ3ED9fvUWSrdY7QziqdOk4E630XWk2PPYUR3RpjBrr6Qp89v7FmvNtVfS9C9ell9jZ0qYRXYhhLgdwDdBEVTfk1J+PWf9RwH8CwA1An5LSvm9mZxz2lMYKeWXpZSNUsoWAO8HsFVK+SEArwJQmWM+AuDJmTTQhInfa0gxtc85wNbQbwO4A8AKAB8QQqwosOkvpJRr+TOjwQN4Z/xAvgjgMSHEPwLYD+D7U93x69/+bwBAV6ocR6OkGPvVqXUAAHmcpJetQzdB/s8J0s2qbIc2B4CVxEZSZSQZzqrsex3E90OvVeNpCyla737gTQBAOEWsZdsTG9AFYiPx1UZvq77ftOh/KguLDduQQ2McuVjzwBG8+XUyaWY+wDY/jjJ1LCaHJsUosqEiXpGwwFlkVNI6nCTl93eRY9wdn9+Lt86SA530GB2yLGO2CaWdNaI/oEkmEKFB6i8rT3ucElh4Gyu509SmzlHdEW/DcjKb721tAQAIVvAOHqIOcYwKCC8zCb4kx23k2fpPy36N58doqhZIEuM8Pkr79faW6+1m5bHkqYvKnpapTqCinBhTUzEpnR+qfx0AUPvpcXyx/Y8AAGNjXILhSWJAJ5I0BX5zuYBlGe1/5y3E4J5vIwaYGPRATQZ3cwyMKOOCVgEHUsO0zDuK6WH2GMgVAE5LKdsBQAjxGIB7ARybtTMUwKwMIFLKbQC28e920MWYMGFiMkhMiV0wKoUQe7L+P8x6RIUG6DXBATJgXFngOH8khLgOwEkAfyOl7C6wzZQxpzxRH/zepwAA7gGJaI3KQ8Ers0oUPvKh7xj2+5ujDwAAgiE3Sl4kCRapM96YBCv84mUSNpa4SgeikFyrz/urfmtMhdW/xRiRCQDFrQW6z5hvGIPDJO0Gesog7ibJVf40ScKi95N6qOMMMaLsvCAaHGzgSlgQGyBWUNlCZszRo8SW3nfrDgDAo1uv1lzQLWP5bct4jE5ugstZxit1tmINThyE0/YC5TNRTGRpJTmNzfeO4LdPk15HFfmKVVN/p7l+8fLNbTjcx6ZpziU6eoTa/xeHH0LN28a2JX3ENorLBRKlahltk2ZLq8rX6ux2ISKJCbRF6ZhfHddzgMTLqE0Nd5KKs+whMpW/p5Lyze4OzccL7cQ4njxECnnB0cXSm4LFbmybHM0vLhapnx6VOA8viuFzmHGnYsD4HYBHpZRxIcQnQC4YN065BQVwafvRmjBxqWP2zLg9ALJzVuYZMKSUI1JKNQ9+BMCGGbQcwBxhIBkbEKvSK6InfQK5vSZYSAoJfOYbxgAkpYHHrRFE30P6hGSCA7UOkbhyD9EAbY0BMbbIRnJNnREH7GzhGLqHdChVT5FkKzlGXTW2Ip+JZGMkwFr8UL4+w9VKxwrdRmbjEWYeSxaSRGzPzScKwOEhVpKMuOGqIf2O62HSPbzv74h5PP9flP0LK6WWJ1VBMZJoIr89kZ6JC1wpaOUrQewtGwdfpexhR2IC4GjW8Dwu5s06GMFOZsefXaI/bKwLSTbTjfP44rBtIPa3qJicvSxcT/KhqtfwhTbSyac5bqTrLF1jhkmiZ1lIC4xr9JB+yWvV9UWHRsn8evI0mciLj1NfHOfcrp7bBnBV0xnDtW09ThHHImjTnkRRzs8Ld4lI6EXBPf3TNMfOnhl3N4DFHErSCzJsfDB7AyFEnZRS1b24B0YP8mlhTgwgJky8KyExad3d8zoUeX5/EsALoIn/D6SUR4UQfw9gj5TyKQB/LYS4B0AKgB/AR2d63jk/gKy/nnwOKh0kff+2Vs9Zec2OvwQAJCNcjOhFXW8hWQeSXM16DWYiSS9gVzs+shwAACAASURBVI6vHTSXjbWQZFHsAwA8b9OxeEqtMQ97aQwOdqVPc/qPWIzOL9NCzyHKcHfmS37nG2RRWnQfSb34/2LTzV8CqTi7pTu5IBZf25YNx/DaXrLKXfd3ZD36+WvkIIXV7B+RBuwcWJf00TIn14xx2lJajovJnJccY8Z12axDsbjTL5IuRDKTSHklnMvJt8LxBiksQsuZMqo8HYsScPiMjE/1TCTkRC87dY11cIEnJhCf714BS4rOox7WRckMn5eWDK6rRJuFbtRJ9hlxrtaj25o40u3KVRTyoPRUnePE5AK7arC1NidkgfvfUqG3OR2je2Nh3ZG0SWCC8ICpYWom2qlCSvksgGdzlv1t1u8vA/jyrJ0Qc2QAsaQA1xCQzErBoR7WA68QlbSyY9GrWdO25CL14hPNv/IvD2NbNynP1BQm3UcDgYsfyFhlBvFFOVMXNg8mIw4sn0/TRtcfEtM71EP0d5L8PhqyI1otbjXV0QeQeGWGv+n/qe0t9IMjhWytAv/9J5Tb5Av//BAAYPWfkrPTjtdWQZbTMX+2m1IxImeaoAYPAMh4jWbcQFaqxeTxYkPLZJYmLKWmF2W0f2UjvXyjxysQrcpJIs06X1tYIL2HBg7r1bS9mhzFs4ovJdmDtOS4sTdFSiJxK01BQvNoe7eb7tEIgJVV5IzWGTTmb4kl2cQMIBLjpEP2/CnmUa6TXL6Xtk95uLAUK2dLr9Tjds520kDi6uA4qYq0NohYXSw4VLvDVs25bdqYw27qU8GcGEBMmHjXwhxAZg+2JppbfGbVVnTFSRL0xEhMtI+R2B59vVbbvvgIJye20/dr+zcgsZ6mLNfPJ7p6vJSnB+yTFz5WDd9BVmauIUWpYBfxon0u9B5qAUCKNQCwWNhZiRV4mYwFkZ7CyYlFWUJjIdWVnO3qGvoePJGfw0I5VAmW5Gm3xJ8//2fUFzeQI9uOdi410RQFwpO7SydKpEavFXo7dWquXMBzjyIyOsNTDKSolhS98RSxhYw7A0uU+kAxD8c4S/JifQqjteUomapVa5Jl+mTfezcxCp9DV3T2jxszwCX5vKmkFQf6iQXGwmw+zaX9Qn8LHSVGBtJUGoCvihkGT10OvkDKUxUCGthVgxjnf1m0mJjnac6baC1Kwn6S7nes2chcpTcNEWY2Nd2BwBxATJgwMS2cnyPZnMScGkDEUVIufiNyu7asvpZ8hP3biXlkd7fnVmPOCQAI9dE8eccz5BCUKCUxU8flH+tWDKKvklhN8R5iIpakEgMSznsGkY1MTso5OejS6ytZjOJDjjlQvZDMkJdX5cRlZv1/ZvuMze8G1C2lNid+WYNRjsGz5kTepot1yZxsIskvhkmiW+NCYx5TQSaHwjjGBeQu6tOMUm+wMrNxkx65OhwiR7gg6ytGdupsUsPSmaV2GO+nZ8jXRtd/dGERFiw+a9hmzW2Uz+Tt/RQUd+eVB/DsLooCHgiS9kYl17bXBhGs4QuO57hNOTNaEfWpacnyIUwGYsKEiWnDHEBmD4my8zOKj0fyc3vevIp9Y3i+q4KyBg/oUW65Fx2r0HlNfoEDghzMP1chP97BEZrL74axQFEg5IHjTZaOvCxaYwwuOxdsXlI+FG3n7Op3E9sZ3svXtlAPLCyhyHP4uR+uXa2H4O84RZaqTCmzkoAN7kHjxcRzAvukRSLDbuka8xqmnrRmJTRLsqUmvYDi6ds79VIXzl7jMVWvZ7vSL8wpfN07WoKpoL7GmJS0L0HnLVSS9MRjpANRWpdnsRYlTTlpGNYViI5zp/MWObsmemKmBpOBvMOwcA/XbMmnwrmFiSMBN14OEId3dbKPRyO9dJO9o9FGfpFsGUR7aQpk5aprjmNkBi5E8VNF+ctsZ2ig8fO3ivIshEwBE6CKT0mn+cEfogfU0zKOcC8NQIGVPNCe4VR9Wfs7RzgWhXWnokCwxap5ZKo+3EbmzUxpClF+FFxce8V2kD1q11D7HRUxJEaMg2h4vj4tshbTyOXdRf0VXpB/vfEGuhfFFcZpSrxHV6AOBo3esZmMQDzIOV7YD8M5QN/ZJtR4xdQf5dwpGAAE/PRMFZWR8trKz53FkkF5Ew1O/uH8VJb2mSbTM3UgJkyYmBbmeLrCqWBODSDus5w4OaFHOzqbSMqlWJkZS03c5GxHLuVdqpBkJyx7Vs1bLa7FljV1YomQPofJFACcg+yZyGbNlGeaTwMLoYxd5i4yOHlNBeez/WULewAALqseBXz02aXnd8IcqGnZZMi8YXQI80KPoZltWFJA58F6wzJP7jZxgTSnhwyO0trS8nxqkVv6QqaF5lxXFJomkzAHEBMmTEwXpg7kHYDTL5AombhnQ8PGyvPCPnXla6poZtFLyuEKAFys70vw1FgW6M0ij65hHF5A0k1z9pqlhydZol+TY9RoTnQE6FxvbV+J5VdS7E2pg+b5PpvO0objxj5VsLDCtKIoDJSQPmT4bWPatYwNSHFWN0WAMlw0y9M3sXkztIzObxu2Q3onj3I+F4bPkh6lspbr1vLxMmH9plj4FNHqc3d8jKOXlSNhIRSVRQDWmaSGyibcblKYA4gJEyamAzGL0bgXC3N+ABkJk9RWQVLx5MRNrq8d1ZyUFMZZuy6SJBtFXECqMoYlxhyjyZCue1GsJsbFoipeV+skQo1s6eDUG+nlPF/uyJ1dF0aGs6sVtZN0Ds7Pn/9LP51PSVIhJKTLGDynYQp6j7Q3ozEPe4Gn9vDLpPuw59TGmvT5Zn2RJSVhG6dGpDiny+LlbDVjx7aeV5rzdi8EjzNHd5Wywl1CLC41QFRPrgoatmko102wbhvpc4ZhdI0H9H5X2e0UExRJAaufGIedrwOrplSNVYNtYmPb5DCtMLOHcDO9LGWNYwifNT4Akw0ckgeH/uES+Hz0sBWp8Ft+yYO9+Q9Uym80SwrkV1TrOUTekvFSutHOgNQqqjnG6EEc55ck+1lQc1v/cbKnZpwSlrjQfmej6Iw+INhDtM5/2TREkwDCOYORu9eqfe/tJaeQTfdQzZl4mvp06/4VQI2aQtAyFRuiekhi8jLBuQPHqZ5qw/rs6KFoLW2rBulUdQK+0ug5L286KDQ1Ugmf1YBiTQqkOd2jvZmEwfIa3Xu1dYhTTvYahZO1xJh4e3oNnPkhLibm1ABiwsS7DaYS9QJjUfkwUE4emJEU0fzjPXpMRaSVYjKK1hCTCLWTJ+P1Vx0FALz+5krNWUtBsiRyVEVwNkA0OdVlVCpG6hUjsCB2OUmp/IqyOpRJV5l4FfsAdAeo8SUkHVW6xKnC18y5M7qIVUmW5CKVP5eJNuiMxNtJkldVu4uwidw1YEOsprASM5Xk8gz+YjgO0xTNzYHGUSYZ8YYknD10L3LTMlq5bdGlMZ3C5DgAWv12RDkuR/EQx3zjNKUQEgPUnjMDHm06Yo3Rd/Gwfo7xlTQdUYxn03KK1N55mkpgpGw2OEaYlYywIxvriW2WDJZWUazRma1Gr9jEEp055qdZniLMAcSECRPTgjQZyDuCSEwfz0dZF2JjB7D9KMfSTR2G7Zc30nw1EHMDlaRQ6+0ns1pxF0nlbWWUAHgLMxEAWopAhfiwG85K41zcyswhzXqLxvd0oHescHxG0K3P9K1VRn4i+3R9iyvnHPHr6Dtzwofmq8i5a2w3uZm3rCS387bj9VjC+oVoihR+pUvpHN0dutSX7BQnCsRt5EaMerrzb7/SfdiKjUpExT4AILA+X8Fo4UWTuoMx87D3GOV1ukA4ycYGil6e79FrI4/Np/4dS9J3fyU9GyePNk52VhQfZYU0E7SdmG9Yv3RpL1pbG7TfAHD0dYoXWrPlJBxWuqqlH6Qo3r072NnudDEci4iORRqmORKYA4gJEyamC9OMO4u443KyDiQzVpwqNWbw6vXXab+PHm9CITTMH9Z+V1WTZBhaQ1Kq+CCJuX0HL0Pl3STl5y+l7FNnelmCh2164BaXKVAMxDlC4qvcGUEvzh0hmh4ixqGYiKiPoTkn0rRvipGmE6HUxUymha57IJAf7JXMykkaWk6WKTeXyLS/oVumik9yZO0NJPGDIZLy2czjpj/SC4wDwK5v6nWOkvfTfopnFdpfITcwMVOlM5prlp7K2/5cEKUJTZDPbzDmcxkKe5HcZtTLuFuN1rfu1nkQdUbupJzzjj2tu/aHW1hPVELb2sasWqFwX++lbY6dLmZUWEoIUSqEeFwIcUIIcVwIsVkIUS6EeEkIcYq/p+miZ8LEuwCzV1jqomCmDOSbAJ6XUr5XCOEAxSl9BcArUsqvCyG+BOBLoILbEyLtAsaXGLnc4hIqvFzjJCZhv+Oktu7nJ0jyJdiPQyRp9Pfv0K0xvs20/6JmlkjsxzTyeCNGn6D57uhl7Jg1iRu1jYOklO/H8R8uR/j6wvaXQgoxpfsQ9fn71JeRvmb0cWrPDX++C08/S+VMW1gX0sG6kCuubcWuo5QfdcvqE4bjVDjJKjQQKII4QVYEyWkEZHpiybjxfcT49g825K1z7zUyh9s+9Jb2+41vUBsdCda3fHxQy6MSipO+wbfDuH+iBCi+zuhjMzJGli4bgBSXxtixh5xqHKMk246fUYXG8hFmvYOsj0NMoI1021Nw30I6smKn8R50Pd8CgCxlPvbFOQnqb28jW4EaAbGdLXvM0oJsPUuVpGEbm14mMmr4u1iJKoQoBnAduDiNlDIBICGEuBfAFt7sR6Ci25MOINYYUHzSgu1967Vlqh7JA3fsyNt+cQ0NDjCGZKD95flwch6Y0Fs8BeKB5LIKmq40f2QUbeNMaX9D06LAJvb29KYg2RTq7Zr4wUiPFY7UnYzOyT4XwGbP9m5q24ImatvolUThnZYUijq5/RvpRVR1fBtcAYgYK4QPUUIc9f/6K6gAuxo8ACAxWiABEiMa55e7gO4x4KdjqCMt+QMauM+EK9D37UWGbcXHaXB225Loe45GaGdATw8JAMEW+te8uQdlTnK8GuXzj4AHkKM+OCf0Izv3GyYjevW4ztfmAQBcrHuNVQAVm88W3vFKGsDTe0q0pEhqIAmBpoPexiDktZQPpNBAkqpgO33nNA25l/gAMpMpzAIAQwD+RwixXwjxPSGEF0CNKp/H39WFdhZCPCSE2COE2JOKzjQriwkTlygu8SmMkOdRHtywoxAbAewEcLWUcpcQ4psAxgF8SkpZmrXdqJRyUj2Ip7pJLn7gs0gVKNVa1Ek02ddFIipZ4kDXh4gxLG9iamrXqelbrUTzy3cZWUKimOMerh5FuYeONc4MxMYeyUmvQPpWojDhM6Tg9PTTGBupo3a4moOIDBSOXLWWZpk3+4wMwOm3ILI4J9CEsXkJVbt/6+QC1NaStAu8RfSqdDPRfv+eak2xZx+jNikFb7SB+sMSsyDjymi/AWhpCAuhdt5I3rKBAbp16xd2Gpa3/m4Jiro4peFHiDnZOVJ19KU6eAbpOYpUU5sqbyNz6BWV+nH2+Un5ffoU9XvZAZL2sSoBKzOQNFvCk5ztrXh5fhs/NH8PACCYpj7eNrgYHW3UXyoZsmIgKRdgYf1obthJ5hpiIA0leixN3/PGmJ2UG1h4o7Fubv/PWwAA4UYgXk8MxNlHz9upr35ur5RyI6YAd32TbPmzz05lU5z4h89O+bgXEjNhID0AeqSUu/j/4wDWAxgQQtQBVMwXwOAE+5sw8e4GR+NO5TNXMW0diJTyrBCiWwixVErZCuAmAMf48xEAX+fvJ6d6zFg510CNTW4S8+0jMXU0Qco/XzlRiMuq+3H1stO0EdcOOvgbchYr7iAxNI4y4BYSd8X3kV6k+ygpX4tPCY15XLeZXd/fWjnV5huQ9uXcdb8FnlOkaqy9kRSkShcyEM03v2ZnJ1NoXkZspH8XSfBYNV2Tu5duo2IigM483JV6wFf6uPE8fg4S863VpXxZhdGFfO8JcrryQWce2v5bqR2eYYkw1yJuuYOktY/DejsjFM3Y9y+LkLHSNmVVJLdG11L7y+rH0FiSk9SYMR6fWJejsKX6FDLVpw3LXuyjB2A84sL/3953Bsl1nVee2zlMTx5gAgYzGGCIDBCJSAQDCFKkSIGksmQr2LS0ltM6rMKWXfJ6XbUlbdlre5W8tC1KlqxEyRLBAAYAJAiBRM6DjMk5p+7pfPfHubdfv+4eYDCAyAHxTtVU97x+4b50v3O/77vnw9u8p5qJ6KQ3+24u73gAWFDCUPj8x5jmfuUFMllPP9C8c57p3NZ/7jgAYM/OVRCRG3CiAjN6eDIV3GgU5o8B/IeKwDQC+B2Q1fxMCPEUgFYAH7nBY1iw8N7F7dyBSClPAMg1LnvgevYjCuNwP9aLxQW0hKVuQ1yhe5sqk3BmfmqZt42furSlXYUAz6MAi36bIc61BRx7hz7A3y6+xCJC1S8Po81OjUzbBvo7Nq7nNm9r2pIGZxUdvLEO+j0SCRuq55stcefA5AlhTqUQtunxk9i7Z4X5vMd5+ZNqcF47px/NLWQlC1QYt/UthkrqtzRjPEoGU7G+y7SfFqcqYeCPQyoFrnTmMR1o5qGRd39aAWo1TUB7gkKzRco6u5Ts13iMbe39Xi0AwJOW5D7nE1xXB4HK3NliGgc7a7KWBfsYvfn2yfeZlsuKMH57+aGc55HvC2P2B/pNy1p+xmdJSyfYd+bj1DKys3vXk3mu/dBpAMCRXyyHU5Gy80fZprn38LmJ+yVsIbIpb/f0Eslu2zDuzUR8woH+hjLUbcp2mGmsW0ZqORTxoW41H4jGMYZjB37OR9ExAZz/ITuBI9X8rNvAORVzHmKH0uyqSdVOCV1RL/4svpDJ/DhsqqLboR3L+dudfHo8fXxQXJcCGPLzYfPex46kuICdzFjIg/AAh1eeEg6TwmlKGHE1rGk6R+o/dyFfSt1p1Nb0wdXFDu/udTzfH6nXbENxE37w3P0A2JkAQPcPagEA4l7DOZuZ0xJRnavbE8NkGOxL00pReSO6nsr9a/hC3Rlow/85+CAAwNnDfQYX8kKuWtCCaFLNVTrPNpW9ZX602rYnsW3pOdOynjCvY18kD40D1E0J9rJbKjnKjtc1ZrxhjjKzyy6/TZ2rdOL1n28GAAzV87jBZXSs5xVMpFSUVxXS8pR8ivdrXxM7Evt5P4rPcJ294JD14/e8BQD4wCd/jR0/uRsA4FG1c159k1XsAguGMdKujcc0hzJWB2LBgoVpYYaHaKeCGdGB2CNAoEngwmWyhgsAhhfyyiZV7VF3ES1KdclwSpLvK7UvAQASf0HL8Kff/xyqXyMdLn+TVvlKkmG5eZvIRGrua0HLG6SiOhy6v6FeNUQiqWvI9qnh0QlayYRiIhMA3K7cmasBXxjh0YyppWmCz9s3HQUAvLhrHQCg9QJDj8Vn2I5WTzEcysj+oOEuAEA+J+OiLVwEv/perDJPdXrU3fV0IB5+ZRmiC8h8NPOQI6rA1ogLsmpyFqKRq5IbAJwYq0bJW9znqBpNphzWAI6fqQUAuHr5SI2onLPYXN6HbQuNyngdIVrt1iEOhcr+nxd65pNn7o05JX3dUn3yPkQKPWiyq5nZH+O18aoyFvfWsf3BuS5c/B6fveIzZGDPhsloPvLQfnz/9/8RAPCx//wTnuMgr9HY5UIULGDYfSw0vRkbMznCMhXMiA7EgoXbFZYP5CbCM6RVvCR8KnskWM4migSzzJru8COynMueVHqndtWNb3v8MHaB1r3wIge+Jae5z0YbmUjdhlaseZip30dfViHeBmVZl0ezhD+1Aw2KibjSSrBGHjLXT3U74/A2KWUt5YPUtXrfeGMF/uIDOwAAL6r1pQrVjqoykI4WD+I1ZFqOJvpORrfQah5+5k7EHmKo83i3cj8+lh36XFpNf86ZM9lOSA2hNEN02r5wJFPftXAzVDmHNy6Tnckhl5aXTflyNPafroerz/woVa4nXfq7Bc+mln3h7G8BMHRi5+xR7LI3hMgsnm/CpfVXuM1oHRCvoK/FpticLrXgL+LN6RsKINHD7QNXDO1agI5SzzDXP/c0/RuDD/Aab61nmr7fEcUdn6Uj/firnItTfpBt27loCTYHuF7BHZxNPXGAvjfHuMHWrpawd1VYHYgFCxamBcsH8puHTjO3R3mli08LjLQzivH5NZ8GAHxn4w8BAI8VnkDwUZqut8GQaeFFWobSk9z+QmEVSu+kRSnbTGs9slNpjQigVOmI6Bk88Z20NpqJLP/UGZzsyZ69CgBSCkzMUyGeCK3TrjO0aA4AX3/zUf6WpicBAMkqWkTfUS+C85TlHKMlLVARnrj0Ik8pzUeeY+OWfYYRkuEo2ZZjpblC/XVBPcg2t1kXI6kU76t3SbRv47Vcspz+pCPtTE0vPGVMGyh8gins/23eKwCA7gQjPH/0xm+jfDcft8y6TuEKH1of5nG+tM2cd9gaKUl9d6pMMFvGW9dcWIJYDa/l8J1kIhc66V+yNXqRbFMFw9WzVPoKk9P2SKrUbb3jIvyqyNaqh8gYuw4oR89rxfiqbTsAoKaAjPN4LX047k4nRhuZ+u8avf6kboGrK93fCrghPRALFizcIG7iZDohxMNCiAtCiMtKSiPzd7cQ4qfq94NCiNobbf6MYCAJn8TwqhgwK1uJW5cYDLyQPdMu7yitzZ+d+xwAo94JAKx/lIlAR4PM58jroPUsO2RH63x6zHURouH7aFnKflkImZE3m1ms+kBLbep7bCxbzFMrf+t7rgsyxwOGdsT8dbTgHS/RT7Hj498AAGw/8aVUTslwoRrTq/H+wCKZNa25zMWI0+kfsN7LvI81ommQngpfhTk5Sx4uQKhOjdP1XVc5H+4WI108PFcxKOUDcXbRp9O+LQnpIwM4e1pN3e/PjpisLeG5vaGK5eztYjimYpcD9gj3mXDzuJp12Eqi+NKqVwEAq73NAACP4LE2+a5g17hZuzaRYbcfKz6Z1Y6XvbzvXZX5uPTrWgBAnkpATDGRV3neu8aW4q+3/orfB3ms/pWu1LrRfWShLVu4XW0tHXSt4xWpQlRes9TJlHGznKhCCDuAbwF4EJyndlgIsUNKeTZttacADEkpFwghPg7g6wA+diPHnREdiN2ZROGsMWyrZqivbcIIiemQ28hTvNnn9tSnHJn2sMokVJNxD+xYgbu2s+PYWMBELHyUHw3/vCy1z44+0s4FFUwEqwiw42pcWgjbSVLm/JVMahvfaM7otAGYVaheTvUZifMyDgwYnZxQL5tUVeQWLupAzy+UY3Od+fwfPvAHXLdUYkI5GKWSVEwk1aza/DiCSqxHqpnFr7VRbk+/xnV5/amErExECyXsfl7LxFXmb2in797dHAJqZ2Lb9iTqatSLc4xDOH3dY3lIaWto7Gzmi+h4XdH9SAIiyXPquo+fj687BgDYEjDEosLSafp8bsjQiNFIKOKsxZXPohIO5Uh/uOi06RNFwLP3c+h3/HVer8yOpOyQHX8b4PBy43xmyRY9wOHt2PMVqfV0wl2+0nHxzB2D/a0bk6W8eum/68JdAC5LKRsBQAjxEwCPg3PTNB4H8D/U958D+KYQQsjpTsmHNYSxYOHdg1Ikm8ofgFKtn6P+Pp+xtyoAbWn/t6tlOdeRUsYBjADIbXGmiBnBQPKdYWyrvoDPlVB9rDlWmLVOY1QR+K3A8UtKdaqNFtmrkoccIeDtV8k0vI/Q2moG06+sUMleN4r3KMrOqCLm56vUeFQjQGkOjKrrWn0Xw5EdafNd4klzv2vPVcE9g5tW+4fRA7a7qU/ds3VkMIk2lWvtkLDFyS5KltLa915gilXlol50dqpAqqpqj06GlvPSRne2/WxncjMZQaidP9oBJIK5ldRco0Z93t0Hef0K2tmOsSr9iETR2MJ74AmahxDxNWNYUMwQ57lRVQpUiQ3rreMegfGPkun964qfqjYplgWBZ3o4Pth/ko5NZ5pUYNxrvpZ6WoFGpDQJUabS+VUCm9/B/2c5x1DlIWV1PUCn875zPEbZm7wevp44xi6RzbTOIvudG+CwtuFBN+L7ed3zzvN56y3gNfW4Yrh2at41MHXb338NPZBc/tjMvU9lneuCxUAsWHgXcR0M5FpoB5BermAOgM7J1hFCOAAUABjEDWBGMJDhET92vLQBn/uUoX+qGUedi5b4Qf+F1OcX8SQA4Liy6N5uWpL81gRGlUfglV9zwtPKNfSFLKnhmLbDMw8O5Tvpfp7OwK1Pcd+/98guPHtpGwAg0Mx2dNSZ2VByitXUtfNUF1PafW4RsFiFSCfY3mXzGPI838Sssw+/bz/e+PomAMBXPrQTAPCPf/8JAMC2rQ144283AgDG/oqWvP8Ur1G4hMd67uBqaMWP+6qZpv1SO69DwptMaajqBChvr3EujlkZoqTnzU5rmyuBZJTXNqH8M2GlP7J0ljHbteESk9w0g9E2r++xCOb4zf4k7Qz9ywtPoqeFVl5rmzhUc0TCELTWKD5n3k/PWh+gEu/29NF5Wrec1xaFgF05GjYpv1j+crKTF8F1NRMBgPYLvKZz15KB3Dm7A0dUCp1NkZzxUTJYT2kMzvt47smd5tIRU8bNywM5DKBeCDEPQAeAjwP4ZMY6O0CNnrcBfBjAnhvxfwAzpAOxYOF2xc2Kwkgp40KIPwLwCjhi/a6UskEI8T8BHJFS7gDwbwB+IIS4DDKPj9/ocWdEB2KLAb5OgUf3/2Fq2X3zWWDoKGoBAPnKJH119n58tmI/AKChiwlgo2oKd8Jth4r+pbRM9TRzrVMRfWAE2D19z3my343efnP41qU0P1wA3CpCNO8JWrtTw2y/jNkANy2hvZ8Wb+EKpXd6mEwq7/0R2GJ8os5MkI06JrKLRa6fRWmCF1VgNx4w1olli5sZuMrDGu/1mv6PqksUXmIwE2ev2YfiKqBJnusfQmtQTVg7qybxKRdGXO12TtkQvlj3MvepIix/1fAEAGC4O5BiHk6lr+3tNfxKnmGen2uYsUda/wAAIABJREFUHgdnB1l3rIrMoOhSDLE8u9qerGb4FJlQw28BFT76g+pVrPV/lO8BALzdzes+WleCwgs83pgqJq71TErcQaz9oNIG+U8yFv95df/vvnYB8KviJmeiSilfAvBSxrKvpn0P4yYLfM2IDkRj1i95Y/pX2LArvNj0231LOMywQ2CTh2G0/Zu+AwBY99KfqrVs8ParavCl7EAad3N48LVPf4+rVABfPPsZ075/2bYSAPDH81/HmFlTN2vI4h40nHuR4qtWgjVBRGyQqgPRc0CGt6gM0gnjZUk6ebxftLBNY4/xDWwJF2PoDvNL7uviuo4l7LVGz5YgWsh9nRigA16oIZS0G09q0sXv0YLsIYzuSCZUpbarDdg+voizi9f4mvCnBz4FAJjdzeOHynn9I0u536/U7Uxt97XGRwAYOT75552wT7BNFc+zc5Re9ZLajeudzOMy6TCHoV0j6a5M/ubrZIx54Nk5qVfmjMNcx2J9ucpZWeJCvEVpvChx6HP7OEHp7m2nU5mvmaPXQq8h5j0dR4KANRvXggULNwJrLszNR+mpJHCaTevewGVvHCMj+Vv3GHxKFfcPi1mr9aFVlJN6NbkcPqUapZlILE+pSA2Tfla6h6EYNIQyXP0NSo1iPvDVj/4MAPA3v2QGWmLCfInSSfz8pZlObkOCsOFtWjBtK10jApueYDubfrTQtM3AEu71Xw5tgY0yIPDGuEyNwLB7752wMfqIYNyt9smn785ZdBge2l0KxwNMgBscN1eG81QE4XVHkQvzCg37eax3vum35Bjb4RizI1/l5g2sM+uhHA3NQ6BRn6nZpC6ZY5ZfBIChEFlOvImOWu+ERPmu3MWfQguMpMJonj6GeZzmGjOYYKDJXGOooClGFgIg+RSZ650eMo+zIUpb5vvCiKt9age7I8jnZnmgPbWv/f7lpn13DBagNF9lDq+YvLrh1SBuzIf5rmNGdiAWLNwWsGbj/mbgHjEsSuF5WsDhRYpJtC7CliqawpeCSllMDSRLq4cBFXLL9G63hxiOrXQP46EHmEJ9+BsZadLbs9vi7OPxY2WkK3Hf5He8zDOO5ty5WvAMGtv1rGEY0D5O65pUVRG1HisAaMPkmc/ZwROtAUg1CN/zNi1hTRsZhZ6l6u1LYkEJw97HOml13XMYA10yuxtNw1rR49qQDvN55rUJJDIqLJwbM2oR67IZGjq0vLmY98qGZCo0P95ID21ep6o7HJQYXG+uU5rXabClhJv3Xvu1JlROobdX/y6Q157BruJ8Jty9E7BX8aa8/BZD2o7NbOvd+Uyhvzg6C40Pkknkv6akotP8HZrxRsrJMtzdvE/xljy4V6niVLUM57bi+mAJClmwYGH6sDqQm4eCBibvjCwzLKVN+SkcKjw30laASIW52V4ls14RGMW5VUwTLzvGO+MZUIpkQ9znXUXNqFSxVl+PORH5G1fuv2YbU8WUAYRiZroxKHxIeHM/EbaYQJnLHPbrGKEljvuztwkN6vR25VPwJCFi5uhD1yb6Qraq8zniELBN4tY/21OOidHcRZpGLqRdb/W5ds0l0zqNBw2/jVOFb6MJ3odwwoHQLHNScyyf7djoN/bz3SYmyelUdH1vXMEkYl5ziGO80ihWPbBc/TaXCWRxlZJvi/MzUiwQ83H9kjNkF/pKJdzX1lhdVNCDxl4+N3Efj+VSsjDf3Pkw/ugRhp9XLWoGAFxookqbfcKYfazx9jWPZobFQG4CnCMxVL7UDjlGul0YCmN4nRL5UVxShyPtQRteO8uZnh+6mzVS5xeSy/4Ka3BWmOuZuEfVjF0n6ecCj+Gsey2jHQOny1LfXaPmB/pzj72e+v7tg+xowjHz5SvxTl6LxR6RqHCR7vp62Cbt7ouWpNF/LeijJAZ9+QwVhvp9SATMw4RExkvn7zEceUtmZzslT1+oz9m2hDv7KXZkdESxQHZAN6w6kJGIJxV+1pABtuXkhB5mxlGsrk9EpZa4gqp6Xk8kVfwiUsyOIJLP8w8X2+Cq53VzOVRoOU/VNh5VDtakIc0zUc5O1dttlLrQMgLebu7zUC/bpIcwmwKXsM9Pp3cC2bIRR0ZqAQA+Jf/gHrpZ2V9WGNeCBQs3AouB3Dikw4ZEUQA2xUBgs8E9RAsmpBJVbqL1GE6LgPrV5IRC9flE4VH8vFQ7Rs3Di8RznKsQ+wvjlLvXu2CGTMkLxqSZ7v+idVXq++wKDhlyzsK9DkQjKvuywLCWfh+/a6m8kEO1I8ccHPuEednIPEdqNtXZnnLTb9tqL+D0JO3IFE3KBa29AgBuN+/NiKpbm0jaUuHmpA6Rh8yPVkwa/zvHdKg0LYM2TxWEKueQI+4Rajkw0UlW4Jpr1hxJ5KvhyrAjxaLGK7m9VxGwSIlxj2MBrtM3yJDtzkGjUuBYkOeSGk2qT2cOqcL8lumFbDMhcOsPYW5oNq4Q4s+EEA1CiDNCiB8LITxCiHlKLu2Skk/LfEstWLCgIeXU/mYops1AhBBVAP4EwBIp5YQQ4mfg5Jz3A/gHKeVPhBD/DMqofedq+5J2G2LFHjhRkVrm7qaHQDpoLaJ5Rl9XWW4up6ChmQgAFB0y+wDO/dfyzNWzzyntPjkzfCChqMFowhO5+8Q7Cvtw19qLOX9rPnRHavbpSG5XBABgfjHDgWdOcny/YBWT1S6+VZujwfwYU/HVgqarW8boJKn3dfXGtWofyNZiAQznIgBUF5rFmy8drtHVI1NzkaSPbQmpGHVbuBjFbvpABtU69mhSbZNE0sX7G1d+nZiKpmrWAADD/Wb/hH1UzX8ZE6lypRraF2KLSTgiKYFJAIZQdDrKVYkIXR5CY3RBNvNzDRsHiyRvjMTf1gwE7IC8SlvAB6ALwFZQLg0Avg/giRs8hgUL701MVVB5Bncy0+4+pZQdQoi/A3NnJgC8CuAogGEllwbkllXLQtIlMFbtSiUoJ51Gv6bH5+FiWoK4z/A7NMcYNdnk4QSscNpgvud+shlbyijzLrRHs0PEGpVrO1Lf21vMzU4PBtrsbEN1idkS1/t6cWos9+n6u2MYitOsZroz9IQ9W4sXx6KczecNc1nP+OTTa90qA/3NbqafR2smv537u+ahsHJ00t81ClSEo2/CbO0dIeMpbhsmS/G6eAF9dwxDdptLO2ofiFtd5AW+HhyKMkKWzIisRgtcGKsyL3SkAloCcX0JIhn2Tkfm0tnHNF+27iEexFeeGfZN4hOzDpiW/L3fSPffmn/W9Ns3rvO4t3oUZtoMRAhRBIq0zgNQCcAP4JEcq+a8pUKIz2t9x3g4mGsVCxbe8xDJqf3NVNzIAG4bgCYpZR8ACCH+E8AmAIVCCIdiIblk1QAAUsqnATwNAP7SagkAY9WGb8HfTeqQVKUONbnwzx3FQpX3oZmHxk9G1iGvgWPfvG5avnFVGlPmXZ/nvPSE+a7N32qwk0NtzCMIOMOmdXz2CI68ZZ4olzqfZQJFDnaUety7sJL6FBfepGWWOe6G18nzGJwbzvotEuF4XY/aPWn5CW6n+XyTSRs8rtwKnmMRQ9+kr41MoqjerFCW7gMJttNaf+LeNwAAP23MVk53FGe316ZOfHCl0kVRmhtJB+BUjCOuHIa69IMthkk1BdJfLJ2UZlduMPegcf4Ts8waJZUV9KE9UmyUAWkaZSLZcEYeiCyJojlKpvtiD6cQjM8xntPvdW3OaNUpTBkSM9pBOhXcSAfSCmCDEMIHDmEeAHAEwOugXNpPQPm05ybdQwbyOo0HXNr41IwrShlayQd6afEgHGrux49H1gAAkuoJ+8G+u1GsXqKJYp5aRA19dMW1AnsI5yc4vJEZbPXOImPm5YE0h24mlpTnnjkKAL5uldBUZn4w7FGJkCr4WnhBZclu5fnqjiM2K5ZKIJtYyBewvUfVsPFHUs5bj5ec3dNN5+l/X0Ctjb8p+gwuDmVWjyFstiSWFZvbfWaQjuVQJNspfPESZ6o6C1Wt3nxkcUk9XFtc1oMGu3kI42hQXlAjUorV+cza3O+n8nHSoerCxIGis3RihqrMs4hHah1wqFBqrg4WAPLak3CqIVb+Mc7+TZQxyzcWcGUNmSr8HMrd6aZtOxGpREsbw/yF2gmstnly6YnUdhfa1XydFTxWMi8BZ4idadclIwnxenDbOlGllAdBZ+kxAKfVvp4G8GUAf65k00pAGTULFizkwu3qRAUAKeVfA/jrjMWNYJGbG8LAUtLOuDmqhjxHBHXeftOylglaD3vQlnKoeRWFDVVwP19czcpnHlsMrzRSW0Qz41xzUTJxboDWOngwWzxXi/5eQf2kFiVUAQTsZlr//lKmdp3v57DHsziIsQFa7rwCMq7xUV6AskAQbUo168F7ud2+zApVORBUrMXvzdYCGZsggwn2+lPLyveabcrA4/yMLxuH47QqZ9BN87wiYAzrTvoXAQAcGe6sb5+6FwDw+8v3pZZtXMQZuicv8z7kdUhEi9kWt5It1HNYCq/EkXSqYah6WqP5im008X/XeBJ5Z6j1gYQaHvUx6SxaNAvhYjX35g46vdcXccMTEbKspLSh8Civk2Yyeshc5+1LtVsOapU0flTOHUj95um99pybTLwXEslmRCaqBQu3JWZ4kthUMCM6EGkDYj6B3lXGWHxiGS1weRktiZ6otrGwMZWcFFMD1UNddGq6hgU039M+kGBNhk5F0gnXfnNotG5bMwCymx/svRsA4FyhEptqFWsYopVOl1NOOs0JSkBauc0Mgx8pTaQSvsbncN9L3LTggTZazbtrzuHZFkqwFVfz/KOnlI7J/BH0DtBilmbUOdg3Rgbj/6Dh43DZed7RAwxbT3gl9p00+ykis4xr4y7WTlO/aZ1/WPuz1Pcvnfxd02/aB/JwyZnUsqKLZudtj5c+jSNza7C2gE7vCg/v6cA2+kRGnjG0Sm0RtkkzEE9/GMXned3G5nBZ8XmuowWonWmaqNKtSmPW0Snav9wFeTeZx4ZKHr/Syf91ev1fvf4h6PS5hHoEB1fxGI0Thm9DZOThrSoxGNjeiWsnKubCTI6wTAUzogOxYOF2hTWEuQmQdpYRCM1TSUfzu1NS/G4VcdFaGmWOUfTFWTZxdz/H3cNd/D8QNRLO9Hh5bj1Dpf0qG6kzUghnkHct5ue6VT5apO5IPpwjZh9AcZF5UB9enTZNXH1GThtlItwqKSw+nxbdcYXW01EYxZFhJokFa2ilU+U6FY1d7O1Exa/5ff09zQCAXe2MBm0uuowL6nwzcWywOmtZvlupkufcYnIMPTn1nJyTnQYD+d0PvwIA+HHPQwAAfw9Nq18Ftt4+Nx/3bGKa/xY1jX6Jj1GQrz9agvETyvejyjvoBEDnaBS+Nt57n6r8OjGHvhg9GU86bIiV8x70rCfjUQEvlG9tR4mH53SHnwxtOMF1GoJsv6fTAVvc/CavXEK2koANu1spRpsZtUuHY3Ilh8khASRv7R5kZnQgNiDhAT645mhqmVs9QVVu87yXgUQeDo9yyHLyHD/zL6Sdhs5cVXVnt5WfN21/6OlVWRXRy1xcty+al3Koakm/wSEzpfflRZAJLXVn98cRV0mKfj9fYFs3naDz7uvA6XZzluqpEF/8/pVs9MWJcozM51M6kSAVz+viS3JktBZ5nfx+JURaPb6VL0aF0qnwOmI4e1JpXdzFDMlLd2aUdQPgcStdi7Rl5QGz2FHLAIc7z3RxSPcvtTsQW8l9+ffxBR5r4bXpWxxAmYPbD61QPP8Uz0NXmAucc+H7VRyefXkBO5t6N1/oL9/5Cr6O9/GcMoZQCaf5f8BwkGupw4TXhoElStyolDd3zV0UMrIJiS1F/P6RAJ+FZ8fYEe88yhhzcbfxEodLaQBWFbK3Gor7Unkv7kEer35rY2r9zon8rPZdF27t/mNmdCAWLNyusIYwNwEFBUE8+tgBrPQb8nAP+81Zps8MUxC3P5aHoztYQb6kzyzeEC0QGF9By1+SZw6ZPtdKayMSxlyUwMO0gGdVRfmTR+aj5BR/7F/DffoD3I/crx2QXozXT16TXTOPTFR6R3HpOKfhhleR7/7iRXMW47OvbIZdha13t5A2R+5Rlny8CL2rebtaT9OCuvLJhi71kJE8cccpnFX1gnMhf5K2RePZ3LwowDaeaCVL+hy2I6C2H5lnTvb6zt5t+MK9uwBoYWsg1KbD3cYbMnCSQ7aOGl7LYjsZTb27G59eehAA8HIR1eY6WukEDVXaU3KWrhF+hovNWi+hCpmSO9w8j+xAJ61VOwfRHefwRjOPv9/1fgCAr0sVoeozvKNb/gtZ8EqfKjo1agwbI6Vcr9ZvDAxPNHJYOu1ah1YUxoIFC9OFxUBuIkYSHO8W2LMdef0xjrtfenYjAq1mJ0Y0X6WPz5Z4ctkJ029DMVrLyB5aRJeQqZKOWnOsN2SEdQdUmrKvitZxrJu/ZStlZsPvD6d8Cd1j3G68NvsJ+dgSWrnnjm8BYJRAsEdESlkr3sixtbuOadfdIwGE55D5eNppgeffTw+l9nsMz/NCOnlteid4fM0kgq/PAu7NzUDCESeaIwz31paaizT6jpISnUA1frTpaQDAF/BbPN4VVUIjJvCzZk4reHwu54I8M7wRAGA7we0dYcDfzuv+TzseAwA89ShZS549DKeKkdbm8/hzlxq+r84g7fv6smYAwMG+WtP/HlsMG/2XeZ5Jc93itlgxXu0lq2l6g9vpnDrtnxmtsSN4F6+Trp+r8dzRVfD0k6mEK83MM5J0QCavVvzz6hASEJYT1YIFC9OGlQdy4xjr92PPv23A2GaaBCmBv1G/JcdpbUsP0goUpBWijubpiWv8DCwyxqY9EVrwC4Mcd2sl7VieQHA1j6P9550XuM7sI8DYh8kgbJPonYZLJRxDqrBQhkr6aGcA5QtVNGMvx/l1j3EsvaelHjE1wa4xSDaU185jLH+ChcMvfncRhtWQ2z3Icypfxf117puDui1kHJ3tqnzmFVVAWx3/4sgs1Kqw9YXz/O3RdSfZHOSeZKeRaCNTG803s79gtboOvW78ZeMHAQDFPl6/IXVgIYHBy2QjLWX0XXx46XEAwM9BLVnfCS/cwzz/AiXa9m/YBgCoWtOJB2bzGizKo19qjotMZCzhxdYqRk/2BHlxti9gYbBMtgEYOrknJ+ib+FX7CgRf4yQ4tyYQqt06XT14VwiPLWQyXFeUKWVHRmsBAPkNTowu4YZlc+jf0Spkr55ZmnX864VV2tKCBQvTwwyfKDcVzKgOpGiXoYSunUuZ6l0xr0C4RKuTcdn9H6BFKnYa1nNcaU04f0jLOF7JbSLFEhvrOJnq7UbqcBSdVepf6yVKlGbGRNTs6R+fz9wDV1EYPg8H0YU+s2YGYEyDD9jM/ztG7XDWkU2c6CI7KMg4N+eExJYtDQCAs99ipGlxARnFUE9V6nu7y5xPorVOmlvLsHAep7OLOHfeOE5GEKxOAHvNEwGjBcbTq+MwfarQ+ILVzINQ1SPh7bGhc5icrbKQfhlRQmsvujzIV6kRu/I5Qe6jq1iz59FFtOzHSqsRfIHRLn+3kla4yIs0frES//4gLX9VKa38Z6qzSzTVuPpM/48l6V8ZSOShI0rG96smRtsiagqAp0+g+LLZdzFcz3sb3cz7sbrCkKy5OE6m1viMqmSeB5RWMalxVRkZ4PE+MkBXlxPRCu47VDWdnsCaC/OOIVTBF4IzMXnR69a1mdY5PFCTemFLjqpXQvlHdWbiPQ+eSiVp5R/QU325P/1CAEBwkL85B7mfWJGaWzLoQVS5X+Pl2WoItgldvzXjwZBAXSmHWOfa+SL1vp/H622qBQCU2gUOtPG7S2XU7m7mg+xyC7z6mhLuUR2Ps4fnkaxlR+Zq8CEyl7fU18F2n1eFHu6/qwH+TTxea5CdajRNKOPi0bmm5l5U2hd3rOQ1vnSyGnKM561fN61LEoEnlTla8jbbtGcW272xnJ316tI2NH+EjsrT53gsj6qNW3AlieIXeL1HArQK/+u+hwEAxfkhnCtjNu6cjKTCs+NcfmD/4tSQTwsKlZ/ji+0IG8PMuIfnG72HHeADNUwwc9gSaA2yA2r9/gLTMUZXRPEHtXR6P9vC6z9wiZ2yA4AIqucjMD1nhhWFsWDBwvRhMZCbB+1AtMWNWrhxVWv2Cx98CQAwFPenpAG1SLFNMYg39qxG0YD5hkyo1ORNT5xMLTv9LMN6+uzHVO5VcWEQg8Pcp2OQljQ2S9HftOHGB1ZyX6eHKrPOodnLgK9i13CMTD6BYvEcOgwHnmYDFv3JGTT8M4cuY4+SXrt+TQr1e59/Ec98kwlQo1sMxgEAHiWEHIYPI0rjI1RldvBeGTWGLyM71LBKzQkaqxUQ9WQHiXhujSnP3DFMKAYSUzV6nU4eY8PmczgADl1qXiYrCf2ILOf5bRz2fGDFSSzLJ3dZtp6fPz3D0O8IvCi4QguumUz+Lt6HOPw4nOCw6rBqiw7b67kpPgCeQZ6LY8J8/+MeO9q3ccWH76Fjd5maoHMmyKFIa7AoxTz08fvXsT2fXftWal8Te8tSxwM4LPzkFv7+ozc35bpsV4cERMLqQCxYsDBd3Nr9x8zoQBIuYLxG4ovbKZ86kvCiWCWTac2PhJolV+QIppjHgX46QTt3ckztG5KIFNE65W+jdV9VZE4MOvDzlbBlyHgsu4sewNNtlbB1ZlSw18wjaljm5w8zNJlXnj1RzTFsN2+njlW1ugvjUTpiqmdxLD/bQ5ZxdjNXCvdUYWQtLd+SMqqu9Y6Q0bzStyR1DJnInbzkWT+A6H6Oz+X8ydPtQxXmpzbhTmbpFkvFRLQvxOuPwOUju4iGKJoRDytHcwVZCAA0NLOdugxE6T6u83xyJT6x5hAAYJGXDOR9i2jLe2vzcKyOLMxzhdfIo6Yp2OLZmhkuVTBd3+t0pApT+fho969P4Mv3PG9aRzOPXTvp03APCPjHeZCuh0hB0pnHt3/9AAAjmTBYTeb1yS1v4Uf7yDwKzl+/Ihlw64dxb7SwlAULFm4E70BpSyFEsRDiNVVu9jVVkiXXegkhxAn1t2Mq+54RDES4kxA1U9Oh+Ke3HoRzgM0OKE1Md9KwVpp5PFRhnsb/8/+4j+uklQmo2t5sWiedfbgX0FMfH6Izw9OjpotXR/HUul8DAM6M0Zdw6FharUp/Uq1vtkjhuAO9V8gO5i4kKzrWQ0tYMIdhwpH2glTbGs4rjY8NtHYDbeVwq8iM6KWVjhbzWNFLfB7y64cQvMMshVZTTSbT0lwGW0hNzIMZIiEg1bnbK5nuHlcMxNXMYyUWxWBXBbUcHsVumskE98cXYPMSppKv/hRT2d/cyxIIheo2lO534icTTG/3zyHzWljKIPEszzgeXsrwdeFK+mJebGGSVrq+WSRiDq3PUYW9vI5strW0gOHs2c5RFDvIFH/YxeNffq0OAOBWOX+xANC1nEdaXEd2dHCwFgBw7mIVAhfNmqy/e+9eAFS3s4duwAZLvFOZqF8BsFtK+TUhxFfU/1/Osd6ElPLO69nxjOhAbGM2+N/Mw9+pzEQASLbx4SxRZTa8A7zBRXONJuscET23ZcNHTmKOxxzq0x1HyRk+ZMMLnKj90BXTOg0H6lLf3fXsOFZXMHy5rydDxCdqw3f33pvzPJzD2Q9TeDY7gPCVEtgibGdbA8O4mpoHFqgKd9LQIdF5HEuWMZO186e1GFqtdD+aVR6D6kD0fof60qQaldFqaTWcp9oxnQtCDYviYV7fmjmq4wG3dzTlAfP4IlYW8xp1qg7E1e3EftAJWTybv+UvYch6GOw0Cy4BpUd4fZInObfl2N3snIU9ifctOmdqz/JZ7ABO91bA5eA1dKvPfA87uQofjzUczVDeTkNPLB///jRDwvqauPRzo1KRnWuHUFswYtru3EXm2jhGHBi7g8/eumV8bkJK9/DZVzNrwlwfBOQ7NYR5HMB96vv3AbyB3B3IdcMawliw8G5i6kOYUl3JUf19/jqOMltK2cXDyS5g0nkNHrXvA0KIKdW0nhEMRMO3n26quC9dIi67h469j9aipohso8JLS7Qh/woOjFIS7MAvVgIAZh1VyVprlAPzkWbYlOk/cZzr6sGGtBvHOtZllgkMlxtkWiox5eIqMoehZg4hYoXJnCwEIEtIqpm2mjHo4cpoI7MmbUngyU10ND7/POl2PJm9P3vM2Gc6nD1OxGZP4jy1yazyFZnbA4DvklIVVjrHmol09FUg0aTciGp+TuVqsoSuQxVwdZMVDaoZRvmlHJIGFnNOS2yhDc4XtHQxUfo6jzW8ENjVRsd0fA7vl9ZhyQVdS7hDzdJt7S7OWqflBTrYfb0SbvUMRQpVsbL1DHsHVPh7e+1pHB6kE/fiEX460jKhNfPQSGceCTVkTbqn4USVAKYexu2XUq6d7EchxC4AuZSd//I6WjRXStkphKgDsEcIcVpKeeVqG8yoDsSChdsNN2sII6XcNtlvQogeIUSFlLJLCFEBY4ZC5j461WejEOINAKsA3JodSET5iSs/SGUyjzK7c53ZmqQHOmk19u5egZLTatbtYn523Esrt+S+S6n1TzSZ2UW8VFntiA3B7gwNzqz4prFssFvpUHmUMyMJ6FGh1vXQRZiiRUk4ymjxku0MX+rZoNoX8vA9x1PMo3YLz7t5H8+t9iMtCO5nuHq8jmxIp9nHC5Rzc8QG+zBvaaLAXF5BOJOQRXSw2pQTVqaRG9c85VE8SgbR9zodxGX306loqw0iqXweHceZQl61igzk7m2nsecMfUW+K7zeo2q/mokAQHI72Uhl/ijSMfxWbeq7o121bYROXU+/hJp5QAc4AKnqJsd8PIG8KjtGl2UXzgKA0CwBFfWHZzWPH8hYZ0fzcgTP8YHTl0Rfm9UbL6bWO/0qy2e41KWdqMyo8zAdvDM+kB1gmdmvYZJysyoyE5JSRoQQpQA2A/jf19qx5QOxYOFdwxT9Hzd+c4udAAAGB0lEQVTeyXwNwINCiEsAHlT/QwixVgjxr2qdxQCOCCFOgvWtvyalPHutHc8IBiLtDKWt2E5PfFzaUmP/cMI56XYHdzHU5wip8KZPYmC5SiQqpZkoraS/5Pj5Wq4zkTZWLaTVSuV8RWwQSmFKqmyzynnmMpqdzaWA8pU4A9lsKNMOelvZ/srlPegeou2zzTHXAHCepG+hN5KHaAmt2gVd3No9+cOjmUf6/7Yw2180i4xieChb1fxqkGvUTFvFRDpOkG3YaoKw1So2cZn77DrM31qrSvDHG/YAAL7puB+AUZozfpCWPTTfuDKagdxbSut+73bDyj/9wkPX1d4sqJs5vpT3Zl19M2p8ZB4tIfpKLg0wJX14gNfd2Ws8Y3p+4V2bjDSA468sNh0iVG/cd3crGZMt+1G4NiTeEQYipRwA8ECO5UcA/J76/haA5de772t2IEKI7wJ4DECvlHKZWlYM4KcAagE0A/iolHJICCEA/BOA9wMIAfislPLYNY+RAJzmqgI42aq8eP28QYEr7FDG5ifh6VHEyafk/9RntDSREvXt7ywwfc7ea3Qco08yHOlQYcHxERUGtBkdh6+ML0tXtznnRngScLgVh83UGhASs6vp2C30qKn+KkUkFHNBXOKLJxewAxGXOZSJreCxjpxYkJIkFDGeY6xI1ZA5NBeL7mHiy5kTtdyp9vSpkC8cEvn15jB2qmlDRtW/zKp5AJC4wM7NrgSRHOu5n+hFOj6TLX7YdK7OAnNH4uxw4TuuewAA25cbc44AYDc4K7fkpQIIddk6jtPB+cz9DPH+ziJj6n7RcnbY/QNsTwjAk0spU1niNOcKtYTZIexvr4MY5ZBHv48i7dbojuPw+Xmm7d0dvCaR6miqE9Edx5F9HJLZQ8aOwvPMvYTuPG4It7gi2VSGMN8D8HDGMp2YUg9gt/ofAB4BX5l6AJ8H8J2b00wLFt6bEFJO6W+m4poMREr5phCiNmPxZIkpjwP4dymlBHBACFGovb9Tacy5/zCo4mTlevIvGn2ea4zWITTbuMD9bbSY7l6emtbIjeTQ3Y+rcgYFB40M1JElZCUTXaS3BWdzhecmtzwRNWNCz8CJ6WSlUWMWJ7oyhhVp/4+oKS++duV8LeT5+lsF2lqZ8KZPZayO5ivQaFwT2VBi2rWjWjGqzuyQbUx5E13DaQs7zFfeJCbdfBVp6Q6e3Y4ow+f+ArPYUsIpAD1SULfLvYfH+tGe96XWG9kwefh2KnApVqHP99KhhanfCnNuAQAGOzv5Ap9B/0j2Wp7+m8A40iEBJG5tCjJdJ+pkiSlVANJVftrVsiwIIT6vk2LiE1Mvp2jBwnsH75gT9TeGm+1EzZUrnfPspZRPA3gaAIQQfae+9edBAP251r3p+NY11yjFO9WWqWEmtefqbbn2tb06cmz/j9NtyzuPUuAqlb1yYQZ3DlPBdDuQyRJT2gGkJ1nMgaGANymklGVCiCNXy7R7JzGT2gLMrPZYbZkcqj2117XRLd6BTHcIoxNTAHNiyg4AnxbEBgAjU/V/WLBw20ECSMqp/c1QTCWM+2PQYVoqhGgH8NdgIsrPhBBPAWgF8BG1+ktgCPcyGIH7nd9Amy1YeI9AAvLWdqJOJQrziUl+ypWYIgH84TTb8vQ0t/tNYCa1BZhZ7bHaMjmurz3vgSiMkLf4GMyChVsVBa7ZctPsj09p3Zfb/+/RmeTv0ZgRqewWLNy2uMUNuNWBWLDwrmFm53hMBVYHYsHCuwUJIHlr+0CsDsSChXcTFgOxYMHCtGF1IBYsWJgWpIRM3ARVs3cRVgdiwcK7iRmcZToVWB2IBQvvJqwhjAULFqYFKa0ojAULFm4AFgOxYMHCdCEtBmLBgoXpwcpEtWDBwnQhAVhhXAsWLEwHEoC0wrgWLFiYFuRtIChkwYKF3xxudQZiCQpZsPAuQQjxMqjkPhX0SykzC7y967A6EAsWLEwb01Vlt2DBggWrA7FgwcL0YXUgFixYmDasDsSCBQvThtWBWLBgYdqwOhALFixMG1YHYsGChWnD6kAsWLAwbVgdiAULFqaN/w+p1L/Y7hc6bQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f610a11ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from osgeo import gdal\n",
    "from scipy.signal import medfilt2d\n",
    "from osgeo.gdalconst import *\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# read the raster data\n",
    "driver = gdal.GetDriverByName('GTiff')\n",
    "file_name = \"datas/data_noisy.tif\"\n",
    "dataset = gdal.Open(file_name, GA_ReadOnly)\n",
    "geotransform = dataset.GetGeoTransform()\n",
    "data = dataset.GetRasterBand(1).ReadAsArray()\n",
    "dataset = None\n",
    "\n",
    "data_median = medfilt2d(data, kernel_size=3) # median filter of 3X3 window\n",
    "# plot the data\n",
    "plt.matshow(data_median)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在，我们在相同的数据集上应用Wiener过滤器。我们也为Wiener过滤器保持相同的窗口大小。经过这样的过滤，我们也以tif格式保存数据。这说明，如何读取一些地理空间数据，处理特征信息(在这种情况下为矩阵)，然后用地理坐标信息保存特征信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f610a115c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.signal import wiener\n",
    "data_wiener = wiener(data, mysize=(3,3)) # Wiener filter\n",
    "# plot\n",
    "plt.matshow(data_wiener)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "# save the data into tif format\n",
    "driver = gdal.GetDriverByName('GTiff')\n",
    "file_name = \"datas/data_filtered.tif\"\n",
    "dataset = driver.Create(file_name, data_wiener.shape[1], data_wiener.shape[0], 1, gdal.GDT_Float32)\n",
    "dataset.SetGeoTransform(geotransform)\n",
    "dataset.GetRasterBand(1).WriteArray(data_wiener, 0, 0)\n",
    "dataset = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>图6.7:Wiener滤波后的噪音数据</center>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
